RETRACTED: Experimental and modelling analysis of waste material-based geopolymer concrete incorporated with crumb rubber particles (Retracted article. See vol. 461, 2025)

被引:2
作者
Raut, Ashwin Narendra [1 ]
Alyaseen, Ahmad [2 ]
Isleem, Haytham F. [3 ,4 ]
Maaze, Mohammed Rihan [5 ]
Khan, Afzal Husain [6 ]
Poddar, Arunava [2 ]
Mohammed, Ahmed Salih [7 ]
Sihag, Parveen [8 ]
机构
[1] Koneru Lakshmaiah Educ Fdn, Dept Civil Engn, Vaddeswaram, India
[2] Shoolini Univ, Engn Dept, Civi, Solan 173229, Himachal Prades, India
[3] Univ York, Dept Comp Sci, York YO10 5DD, England
[4] Jadara Univ, Res Ctr, Irbid, Jordan
[5] NICMAR Univ, Sch Engn, Pune 411045, Maharashtra, India
[6] Jazan Univ, Coll Engn & Comp Sci, Civil & Architectural Engn Dept, POB 706, Jazan 45142, Saudi Arabia
[7] Univ Sulaimani, Coll Engn, Civil Engn Dept, Kurdistan, Iraq
[8] Chandigarh Univ, Civil Engn Dept, Mohali 140413, Punjab, India
关键词
Geopolymer concrete; Rubberized geopolymer concrete; Microstructural properties; Soft-computing techniques; Sensitivity analysis; Economic viability; BLAST-FURNACE SLAG; FLY-ASH; COMPRESSIVE STRENGTH; TEMPERATURE; PERFORMANCE; IRON;
D O I
10.1016/j.conbuildmat.2024.138985
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
Rubberized geopolymer concrete (RuGPC) emerges as an eco-friendly alternative to conventional concrete, significantly reducing greenhouse gas emissions. This study investigates the use of steel slag (SS) in varying proportions (30 %, 35%, and 40 %) as a replacement for ground granulated blast furnace slag (GGBS) in geopolymer concrete, with crumb rubber (CR) replacing crusher dust (CD) as fine aggregate due to its increasing demand. The research focuses on understanding the impact of aluminosilicate materials on the mechanical, thermal, and microstructural properties of geopolymer concrete cured at 60 degrees C. Advanced characterization techniques, including Scanning Electron Microscopy (SEM), Energy-Dispersive X-ray Spectroscopy (EDX), X-ray Diffraction (XRD), and Fourier Transform Infrared Spectroscopy (FTIR), were employed. SEM and EDX analyses revealed that the microstructural properties of GGBS and SS materials, mainly Na/Si, Si/Al, H2O/Na2O, and Na/ Al ratios, significantly influence RuGPC performance through gel formation. FTIR analysis indicates a shift in the stretching vibrations of GGBS and SS to lower wavenumbers due to geopolymerization changes. XRD results show the formation of C-S-H gel at around 27-30 degrees 2theta, attributed to increased GGBS and SS content. Despite efforts to incorporate CR into geopolymer matrices, challenges in mitigating strength degradation persist. To address this, a predictive model was developed to understand the key factors affecting RuGPC performance. Six machine learning techniques-M5P (pruned and unpruned), random forest, random tree, linear regression, and support vector machine with various kernels (PUK, RBF, PK, and NPK), and artificial neural network (ANN)- were employed to predict the physical and thermal behavior of RuGPC. The analysis identified ANN-based models as the most effective. Sensitivity analysis highlighted the grade of rubber and the CR replacement percentage by volume of CD as the most influential parameters determining RuGPC compressive strength, density, and thermal conductivity. Moreover, The economic analysis revealed that RuGPC mixtures were 1.2-11.61 % more cost-effective than OPC concrete. These findings underscore the importance of predictive model development in optimizing RuGPC properties for practical applications, offering valuable insights for decision-making processes.
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页数:27
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